# ![@mdancho84 Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::815555071517872128.png) @mdancho84 Matt Dancho (Business Science)

Matt Dancho (Business Science) posts on X about ai, business, science, if you the most. They currently have [------] followers and [---] posts still getting attention that total [------] engagements in the last [--] hours.

### Engagements: [------] [#](/creator/twitter::815555071517872128/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::815555071517872128/c:line/m:interactions.svg)

- [--] Week [-------] -6.50%
- [--] Month [---------] +23%
- [--] Months [---------] -32%
- [--] Year [----------] +194%

### Mentions: [--] [#](/creator/twitter::815555071517872128/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::815555071517872128/c:line/m:posts_active.svg)

- [--] Month [---] -6.20%
- [--] Months [-----] +123%
- [--] Year [-----] +153%

### Followers: [------] [#](/creator/twitter::815555071517872128/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::815555071517872128/c:line/m:followers.svg)

- [--] Week [------] +0.31%
- [--] Month [------] +2.30%
- [--] Months [------] +11%
- [--] Year [------] +39%

### CreatorRank: [-------] [#](/creator/twitter::815555071517872128/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::815555071517872128/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  25.21% [stocks](/list/stocks)  11.76% [social networks](/list/social-networks)  5.88%

**Social topic influence**
[ai](/topic/ai) #4628, [business](/topic/business) #760, [science](/topic/science) #637, [if you](/topic/if-you) 14.29%, [generative](/topic/generative) #83, [toy](/topic/toy) #2771, [$googl](/topic/$googl) #683, [code](/topic/code) #3920, [how to](/topic/how-to) 6.72%, [agents](/topic/agents) 6.72%

**Top accounts mentioned or mentioned by**
[@marketmoves_lr](/creator/undefined) [@william_r2rclub](/creator/undefined) [@somthebuilder](/creator/undefined) [@ysu_chatdata](/creator/undefined) [@ghostaisystems](/creator/undefined) [@kongesque](/creator/undefined) [@stand_frame](/creator/undefined) [@snow_w_lee](/creator/undefined) [@martinszerment](/creator/undefined) [@_athenalive](/creator/undefined) [@whyyasshh](/creator/undefined) [@nealneal_](/creator/undefined) [@wirmachenauf_de](/creator/undefined) [@imrant](/creator/undefined) [@th_prodigal_son](/creator/undefined) [@rishavtalukdark](/creator/undefined) [@n0ne_official](/creator/undefined) [@usuariocrypto22](/creator/undefined) [@playwhatai](/creator/undefined) [@ananyayayaaaa](/creator/undefined)

**Top assets mentioned**
[Alphabet Inc Class A (GOOGL)](/topic/$googl) [Microsoft Corp. (MSFT)](/topic/microsoft) [Metadium (META)](/topic/$meta) [Amazon.com, Inc. (AMZN)](/topic/$amzn) [IBM (IBM)](/topic/ibm)
### Top Social Posts
Top posts by engagements in the last [--] hours

"8 Types of LLMs used in AI Agents (Must know for Gen AI Data Scientists & AI Engineers): Here's what they are and what they do: 🧵"  
[X Link](https://x.com/mdancho84/status/1996557671743242422)  2025-12-04T12:30Z 93.9K followers, 31.2K engagements


"PowerBI and Tableau are about to die. Vanna AI is a new open-source Python framework that enables realtime analytics and SQL generation. Let's explore:"  
[X Link](https://x.com/mdancho84/status/2008575602563928551)  2026-01-06T16:25Z 94K followers, [----] engagements


"🚨 RIP Prompt Engineering Enter Context Engineering [---] It completely reframes how we think about human-AI interactions. This is what you need to know (28 page PDF):"  
[X Link](https://x.com/mdancho84/status/2015463506414359010)  2026-01-25T16:35Z 93.9K followers, 20.7K engagements


"🚨Introducing Nanobot Build MCP AI Agents with reasoning system prompts and tool orchestration. This is what it does (and how to get started): (thread)"  
[X Link](https://x.com/mdancho84/status/2016128659497668682)  2026-01-27T12:38Z 93.9K followers, [----] engagements


"5 things you need to start your Generative AI Data Science Career: [--]. One AI project idea [--]. A $500 laptop [--]. OpenAI [--]. LangChain [--]. LangGraph Want help 👉Register here (790+ registered): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2016972700573434063)  2026-01-29T20:32Z 93.8K followers, [----] engagements


"RIP Tableau and PowerBI. Enter Julius AI. This is what Julius can do:"  
[X Link](https://x.com/mdancho84/status/2017210764600156444)  2026-01-30T12:18Z 93.8K followers, [----] engagements


"Top [--] Python Libraries for Generative AI You Need to Master in [----] (The tools behind document agents intelligent assistants and next-gen interfaces.) Everything you need to know: 🧵"  
[X Link](https://x.com/mdancho84/status/2017275449487868340)  2026-01-30T16:35Z 93.8K followers, [----] engagements


"My AI data science stack: [--]. Python ($0) [--]. Pandas ($0) [--]. Scikit Learn ($0) [--]. LangChain ($0) [--]. LangGraph ($0) [--]. OpenAI API ($1/month) You literally can grow into a $200000 career for less than $12/year. 👉 This is how (register here): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2017697463822319908)  2026-01-31T20:32Z 93.8K followers, [----] engagements


"Turn ANY DOCUMENT into LLM-ready data Microsoft released MarkItDown a lightweight Python library that converts any document to Markdown for use with LLMs. 100% Open Source"  
[X Link](https://x.com/mdancho84/status/2018000212271288573)  2026-02-01T16:35Z 93.9K followers, 59.4K engagements


"Stop doing Customer Segmentation with plain vanilla Scikit Learn. Add these [--] Python libraries to your RFM clustering and customer segmentation projects:"  
[X Link](https://x.com/mdancho84/status/2018360839477080563)  2026-02-02T16:28Z 93.8K followers, [----] engagements


"🚨 NEW WORKSHOP: I'm sharing one of my best AI Projects for FREE: How I built an AI Customer Segmentation Agent with Python: - Scikit Learn - K-Means - LangChain - LangGraph - OpenAI 👉Register here (500 seats): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2018421000036110444)  2026-02-02T20:27Z 93.9K followers, [----] engagements


"🚨 Google published a 69-page prompt engineering masterclass. This is what's inside:"  
[X Link](https://x.com/mdancho84/status/2019085367329079634)  2026-02-04T16:27Z 93.9K followers, [---] engagements


"Agentic Context Engineering Key takeaways (and get the [--] page PDF):"  
[X Link](https://x.com/mdancho84/status/2019388106831442017)  2026-02-05T12:30Z 94K followers, 13K engagements


"Stanford just released a [--] page paper on Agentic Context Enginnering to improve Agents. Key ideas: [--]. ACE = Agentic Context Engineering: treat system prompts + agent memory as a living playbook"  
[X Link](https://x.com/mdancho84/status/2019388117904404566)  2026-02-05T12:30Z 94K followers, [---] engagements


"2. A practical guide to building agents by OpenAI Download here: https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf"  
[X Link](https://x.com/mdancho84/status/2019448283538612676)  2026-02-05T16:29Z 93.9K followers, [----] engagements


"7. Kaggle Agents Companion Download here: https://www.kaggle.com/whitepaper-agent-companion https://www.kaggle.com/whitepaper-agent-companion"  
[X Link](https://x.com/mdancho84/status/2019448306766651561)  2026-02-05T16:29Z 93.8K followers, [----] engagements


"Harsh truth: Prompt engineering isnt a career. This roadmap is: [--]. Python [--]. ML fundamentals [--]. RAG [--]. Agent workflows [--]. Cloud deploy 👉Here's how: https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2019509165429789142)  2026-02-05T20:31Z 94K followers, [----] engagements


"In [----] your toolkit boils down to TWO game-changers: LangGraph and n8n. Nail these and watch your career skyrocket. Let's unpack which to use and why. (A Thread)"  
[X Link](https://x.com/mdancho84/status/2019747498999398737)  2026-02-06T12:18Z 94K followers, [----] engagements


"1. LangGraph vs n8n First here's what their goals are. Next I'll cover which to use and why"  
[X Link](https://x.com/mdancho84/status/2019747508662985153)  2026-02-06T12:18Z 93.8K followers, [---] engagements


"2. When to use n8n n8n is the ultimate automation powerhousea more developer-focused alternative to Zapier linking APIs databases and tools via intuitive visual workflows"  
[X Link](https://x.com/mdancho84/status/2019747518762869175)  2026-02-06T12:18Z 93.8K followers, [---] engagements


"n8n excels at managing data streams event-based actions and concise code snippets. It's great for integrations notifications and everyday tasks. But steer clear of forcing it into deep AI logicit's the connective tissue not the thinking engine"  
[X Link](https://x.com/mdancho84/status/2019747522730668079)  2026-02-06T12:18Z 93.8K followers, [---] engagements


"4. LangGraph Example: Pandas Agent This is a fault-tolerant pandas data analysis agent. It contains sub-agents for data analysis and charting. Makes a report fixes broken code and explains all the steps it took"  
[X Link](https://x.com/mdancho84/status/2019747540489375771)  2026-02-06T12:18Z 93.8K followers, [---] engagements


"5. Which to learn n8n - Use for simple drag-and-drop agents with Zapier integrations LangGraph - Use for complex business process agents that work with data and Python"  
[X Link](https://x.com/mdancho84/status/2019747543878377672)  2026-02-06T12:18Z 93.8K followers, [---] engagements


"Here's a 1-page summary of how to build AI Agents by OpenAI Bookmark this for later 📑"  
[X Link](https://x.com/mdancho84/status/2019812168267366520)  2026-02-06T16:35Z 93.9K followers, [----] engagements


"On Wednesday February 18th I'm sharing one of my best AI Projects: How I built an AI Customer Segmentation Agent with Python 👉Register here (740+ Registered): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2020176064710926722)  2026-02-07T16:41Z 93.8K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become a data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience [--] MCP Agents and RAG projects for AI engineers: https://t.co/2QzbjS84GV [--] MCP Agents and RAG projects for AI engineers: https://t.co/2QzbjS84GV"  
[X Link](https://x.com/mdancho84/status/2020176070507446443)  2026-02-07T16:41Z 93.8K followers, [---] engagements


"80% of AI beginners are confused by RAG Agents. Let's fix that (in under [--] minutes): a thread🧵"  
[X Link](https://x.com/mdancho84/status/2020837905434894406)  2026-02-09T12:31Z 94K followers, 17.1K engagements


"In the next workshop Ill build a Customer Segmentation Agent with Python live: Analyzes behavioral data Identifies segments Recommends marketing actions automatically 👉 Register here (500 seats): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2020837946924912976)  2026-02-09T12:31Z 93.9K followers, [---] engagements


"🚨 Introducing Microsoft Agent Framework. A new open-source Python library for making agents. This is what you need to know:"  
[X Link](https://x.com/mdancho84/status/2020897594432479519)  2026-02-09T16:28Z 94K followers, 11.4K engagements


"In the next workshop Ill build a Customer Segmentation Agent with Python live: Analyzes behavioral data Identifies segments Recommends marketing actions automatically 👉 Register here (500 seats): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2020897639160578365)  2026-02-09T16:28Z 93.9K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become a data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience 🚨 Introducing Microsoft Agent Framework. A new open-source Python library for making agents. This is what you need to know: https://t.co/sj7MoA0BnT 🚨 Introducing Microsoft Agent Framework. A new open-source Python library for making agents. This is what you need to know: https://t.co/sj7MoA0BnT"  
[X Link](https://x.com/mdancho84/status/2020897644478865619)  2026-02-09T16:28Z 93.9K followers, [---] engagements


"RIP traditional data scientists. It's not because data science is dead. Because the job is splitting into [--] tracks:"  
[X Link](https://x.com/mdancho84/status/2021259213431779830)  2026-02-10T16:25Z 94K followers, 45.7K engagements


"Track 2: Business AI/DS Systems Builders (ROI-based) - Build repeatable data science workflows - Integrate AI to accelerate decisions + next actions - Tie AI/DS work to revenue/cost impact (ROI) This is the shift"  
[X Link](https://x.com/mdancho84/status/2021259222739010018)  2026-02-10T16:25Z 93.9K followers, [----] engagements


"❌Companies are NOT hiring $150K/yr for DS demos ML tasks or expertise. ✅Companies ARE hiring $200k/yr for AI DS processes that the company can grow revenue and reduce costs"  
[X Link](https://x.com/mdancho84/status/2021259225716896231)  2026-02-10T16:25Z 93.9K followers, [----] engagements


"$600B in Cap Ex by Microsoft Google Amazon and Meta. AI is just getting started. Learn AI. $GOOGL $MSFT $META & $AMZN are spending more on AI infrastructure in [----] than the entire US spent on the interstate highway system. https://t.co/Tn0j3IAZVn $GOOGL $MSFT $META & $AMZN are spending more on AI infrastructure in [----] than the entire US spent on the interstate highway system. https://t.co/Tn0j3IAZVn"  
[X Link](https://x.com/mdancho84/status/2021320227640738026)  2026-02-10T20:27Z 93.9K followers, [---] engagements


"🚨 If youre worried about data science career death in [----] I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2021320229096243449)  2026-02-10T20:27Z 93.9K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2021320230207639586)  2026-02-10T20:27Z 93.9K followers, [---] engagements


"A $200k AI DS career is just compounding reps: [--] min/day Python [--] dataset/month [--] shipped app/quarter RAG + agents layered on top It adds up fast. Want help 👉Register here: https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2021320844803195159)  2026-02-10T20:30Z 93.9K followers, [----] engagements


"P.S. Want live AI + Data Science training with me for free Register for my next live AI for Data Scientists Workshop here: https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2021320894564515990)  2026-02-10T20:30Z 93.9K followers, [----] engagements


"XGBoost Tips from 5x Kaggle Grandmaster Chris Deotte Top [--] ways to improve your ML models:"  
[X Link](https://x.com/mdancho84/status/2021563199003218275)  2026-02-11T12:33Z 94K followers, [----] engagements


"2. Optimize the Primary Knobs You can achieve over 95% of XGBoost's potential performance by tuning just three key hyperparameters: - max_depth (try ranges 312) - subsample - colsample_bytree (try ranges 0.30.9)"  
[X Link](https://x.com/mdancho84/status/2021563213783908840)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"3. Utilize GPU Acceleration for Fast Experimentation Success in machine learning depends on how many ideas you can test daily. Adding "device": "cuda" to your parameters allows you to use GPUs which can speed up experimentation by up to 250x compared to a single CPU"  
[X Link](https://x.com/mdancho84/status/2021563223363727684)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"4. Implement Reliable Local Validation Design your KFold strategy to strictly mimic the relationship between your training and test data. For example if the test set contains unseen patients or future time periods use GroupKFold or time-series splits to ensure your local validation is a reliable indicator of real-world performance. https://twitter.com/i/web/status/2021563226605969497 https://twitter.com/i/web/status/2021563226605969497"  
[X Link](https://x.com/mdancho84/status/2021563226605969497)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"5. Refit on 100% of Data for the Final Model After finding optimal hyperparameters through cross-validation retrain a single model on the entire training dataset. This often boosts leaderboard scores and simplifies deployment by requiring only one model for inference instead of multiple fold-based models"  
[X Link](https://x.com/mdancho84/status/2021563229512536163)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"There you have it the [--] top techniques to improve XGBoost performance from 5-time Kaggle Grandmaster Chris Deotte. But there is a new problem: Companies don't just want ML Models. They now want AI + DS Processes"  
[X Link](https://x.com/mdancho84/status/2021563232389882313)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"🚨 If you want to fight off DS career stagnation in [----]. I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2021563234965213420)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2021563243257303269)  2026-02-11T12:33Z 93.9K followers, [---] engagements


"To help I found 300+ real ML system case studies from top companies (free). (These are the kinds of projects that actually get built.) GitHub: https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies"  
[X Link](https://x.com/mdancho84/status/2021622085714350122)  2026-02-11T16:27Z 94K followers, [----] engagements


"🚨 Alsoif you want help building your 1st AI+DS portfolio project: Im running a free live workshop showing my AI/DS workflow pattern end-to-end (applied to a real business problem)"  
[X Link](https://x.com/mdancho84/status/2021622088243515820)  2026-02-11T16:27Z 94K followers, [----] engagements


"Inside the live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2021622090814623996)  2026-02-11T16:27Z 93.9K followers, [----] engagements


"What companies pay $200k/yr for in [----] is: Turning that extraction into an AI/DS workflow that ships decisions (saves time / reduces costs)"  
[X Link](https://x.com/mdancho84/status/2021924841788440955)  2026-02-12T12:30Z 94K followers, [----] engagements


"🚨 Whats the next step (if you want to build an AI/DS portfolio for real) I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2021924852987244839)  2026-02-12T12:30Z 94K followers, [----] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2021924858842526030)  2026-02-12T12:30Z 94K followers, [----] engagements


"Most data science careers die the same way: Your work gets ignored. Heres the moment I learned it the hard way 🧵"  
[X Link](https://x.com/mdancho84/status/2021984961977364592)  2026-02-12T16:29Z 94K followers, [---] engagements


"🚨 If you want the full build live (free) Im teaching it this week. I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2021984990758576503)  2026-02-12T16:29Z 94K followers, [--] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2021984993140941277)  2026-02-12T16:29Z 94K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become an AI data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience Most data science careers die the same way: Your work gets ignored. Heres the moment I learned it the hard way 🧵 https://t.co/i8TbiYL6Lk Most data science careers die the same way: Your work gets ignored. Heres the moment I learned it the hard way 🧵 https://t.co/i8TbiYL6Lk"  
[X Link](https://x.com/mdancho84/status/2021984996244726232)  2026-02-12T16:29Z 94K followers, [---] engagements


"🚨 If youre worried about data science career death in [----] I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2022284203815993676)  2026-02-13T12:18Z 94K followers, [--] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2022284210682093760)  2026-02-13T12:18Z 94K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become an AI data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience Companies dont pay $200K+ for ML models. They pay for business ROI. Heres the shift (and how to capitalize in 2026): https://t.co/FfZ6DkWzKl Companies dont pay $200K+ for ML models. They pay for business ROI. Heres the shift (and how to capitalize in 2026): https://t.co/FfZ6DkWzKl"  
[X Link](https://x.com/mdancho84/status/2022284214083653727)  2026-02-13T12:18Z 94K followers, [---] engagements


"How to use these concepts to gain a $200K/year career Apply them: Build projects iteratively with $200k skills. 🚨 Whats the next step (if you want to build an AI/DS portfolio for real)"  
[X Link](https://x.com/mdancho84/status/2022348890448580635)  2026-02-13T16:35Z 94K followers, [---] engagements


"I have a live workshop that will help (free). Inside you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2022348893690707976)  2026-02-13T16:35Z 94K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become an AI data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience Your $200K/year survival kit. Don't have time to read them all Here's the 80/20 concepts (a thread🧵): https://t.co/HoCqiNNcBo Your $200K/year survival kit. Don't have time to read them all Here's the 80/20 concepts (a thread🧵): https://t.co/HoCqiNNcBo"  
[X Link](https://x.com/mdancho84/status/2022348896530309360)  2026-02-13T16:35Z 94K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2023073669279256991)  2026-02-15T16:35Z 94.1K followers, [----] engagements


"Dashboards wont get you to $200k. These [--] steps will: [--]. Python daily [--]. Real data analysis [--]. Ship an ML app [--]. Add RAG [--]. Build AI agents You can grow into this AI DS career. 👉 This is how: https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2023132040636334083)  2026-02-15T20:27Z 94.1K followers, [----] engagements


"Stanford just dropped a [---] page report on AI. It's packed with data on: cost drops efficiency benchmarks adoption. This report is a cheat code for your career in [----]. I pulled the most important charts + what they mean for your career: 🧵"  
[X Link](https://x.com/mdancho84/status/2012834194620043538)  2026-01-18T10:27Z 94.1K followers, 60.6K engagements


"🚨McKinsey just dropped how to build agentic AI (that works) Here's everything you need to know in [--] minutes:"  
[X Link](https://x.com/mdancho84/status/2018301216216793102)  2026-02-02T12:31Z 94.1K followers, 69.8K engagements


"5. Building Effective Agents by Anthropic Grab the PDF: https://www.anthropic.com/engineering/building-effective-agents https://www.anthropic.com/engineering/building-effective-agents"  
[X Link](https://x.com/mdancho84/status/2019448298365460570)  2026-02-05T16:29Z 94K followers, [----] engagements


"6. Prompt Engineering by Anthropic Grab the PDF: https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview"  
[X Link](https://x.com/mdancho84/status/2019448300798156868)  2026-02-05T16:29Z 94K followers, [----] engagements


"8. Google: [---] real-world gen AI use cases from the world's leading organizations Read here: https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders"  
[X Link](https://x.com/mdancho84/status/2019448309539094532)  2026-02-05T16:29Z 94K followers, [----] engagements


"9. Prompt engineering by Google Grab it here: https://www.kaggle.com/whitepaper-prompt-engineering https://www.kaggle.com/whitepaper-prompt-engineering"  
[X Link](https://x.com/mdancho84/status/2019448315113316607)  2026-02-05T16:29Z 94K followers, [----] engagements


"The Fundamentals Of Building Autonomous LLM Agents A 38-page PDF that uncovers the secrets of building AI agents that are "agentic" Get it here:"  
[X Link](https://x.com/mdancho84/status/2020536932405493789)  2026-02-08T16:35Z 94.1K followers, 15.1K engagements


"Real business use cases for doc extraction: Invoice / PO processing Customer feedback themes actions Support tickets root causes SOP updates Legal docs clauses risk summary Financial reports KPIs exec brief"  
[X Link](https://x.com/mdancho84/status/2021924850109981005)  2026-02-12T12:30Z 94.1K followers, [----] engagements


"2. ML Systems: - ML pipelines: Feature eng deployment monitoring (Designing ML Systems). - Deep Learning: Attention mechanisms fine-tuning BERT (NLP w/ Transformers)"  
[X Link](https://x.com/mdancho84/status/2022348877085438375)  2026-02-13T16:35Z 94.1K followers, [---] engagements


"3. LLM + AI+DS Agents: - LangChain: Prompt eng chains agents for gen AI apps. - Hands-on ML: Supervised/unsupervised models neural nets in TF/Keras (Gron)"  
[X Link](https://x.com/mdancho84/status/2022348880029876425)  2026-02-13T16:35Z 94.1K followers, [---] engagements


"🚨 Whats the next step (if you want to build AI agents for real) I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2022408009503113659)  2026-02-13T20:30Z 94.1K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2022408011562590283)  2026-02-13T20:30Z 94K followers, [---] engagements


"🚨 Whats the next step (if you want to build an AI/DS portfolio for real) I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2022410771943035148)  2026-02-13T20:41Z 94.1K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2022410774476435570)  2026-02-13T20:41Z 94.1K followers, [---] engagements


"3. SQL Database Unification Powered by a robust semantic engine and composable data framework WrenAI unifies disparate data sources into one cohesive context-rich viewyour single source of truth"  
[X Link](https://x.com/mdancho84/status/2022651865456906617)  2026-02-14T12:39Z 94.1K followers, [---] engagements


"RT @mdancho84: 😂"  
[X Link](https://x.com/mdancho84/status/2023194931745956228)  2026-02-16T00:37Z 94.1K followers, [--] engagements


"Most portfolios fail because they stop at model accuracy. A good AI/DS portfolio has: [--]. A model that predicts something the business can act on [--]. An AI agent that turns outputs into next steps It's that simple. Want help"  
[X Link](https://x.com/mdancho84/status/2022410768256282906)  2026-02-13T20:41Z 94.1K followers, [----] engagements


"2. Text2SQL Engine With its advanced Text-to-SQL engine WrenAI lets you ask questions in plain language and instantly translates them into actionable queries democratizing data access for everyone"  
[X Link](https://x.com/mdancho84/status/2022651863112262142)  2026-02-14T12:39Z 94.1K followers, [----] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become an AI data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience 🚨 Data Scientists: Is your career stuck It's NOT because you're behind on AI. It's because you're stuck in the WRONG level. This is how to fix your DS career in [----] (complete roadmap): https://t.co/vvFhArhwjy 🚨 Data Scientists: Is your career stuck It's NOT because you're behind on AI. It's because you're stuck in the WRONG level. This is how to fix your"  
[X Link](https://x.com/mdancho84/status/2022712770903343278)  2026-02-14T16:41Z 94.1K followers, [----] engagements


"OpenAI Google and Anthropic just published guides on: Prompt engineering Building agents AI in business [---] AI use cases [--] of the best guides you can't miss:"  
[X Link](https://x.com/mdancho84/status/2012532210331509212)  2026-01-17T14:27Z 94.1K followers, 202.9K engagements


"🚨 BREAKING: IBM launches a free Python library that converts ANY document to data Introducing Docling. Here's what you need to know: 🧵"  
[X Link](https://x.com/mdancho84/status/2017937552716566851)  2026-02-01T12:26Z 94.1K followers, 96.8K engagements


"OpenAI Google and Anthropic just published guides on: Prompt engineering Building agents AI in business [---] AI use cases [--] of the best guides you can't miss:"  
[X Link](https://x.com/mdancho84/status/2019448269739335794)  2026-02-05T16:29Z 94.1K followers, 127.2K engagements


"AI Engineering Toolkit A curated list of 100+ LLM libraries and frameworks for training fine-tuning building evaluating deploying RAG and AI Agents. 100% Open Source"  
[X Link](https://x.com/mdancho84/status/2020474256623087654)  2026-02-08T12:26Z 94.1K followers, 14.8K engagements


"The 5-part path to a $200k AI DS career: [--]. Code daily (Python) [--]. Analyze real data [--]. Make [--] portfolio ML app [--]. Add LLM/RAG skills [--]. Create AI DS Agents w/ LangGraph You literally can grow into a $200000 career. 👉This is how (register here): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2021202051460419962)  2026-02-10T12:38Z 94.1K followers, 12.4K engagements


"RIP toy projects. If your portfolio doesnt touch real business problems youll get filtered out. Here are 300+ real ML system case studies from top companies (free)"  
[X Link](https://x.com/mdancho84/status/2021622073680904512)  2026-02-11T16:27Z 94.1K followers, 39.5K engagements


"RIP document extractors. Google just released LangExtract: Open-source. Free. Better than $100K enterprise tools. Heres what it does: 🧵"  
[X Link](https://x.com/mdancho84/status/2021924820603092995)  2026-02-12T12:30Z 94.1K followers, 33.8K engagements


"Your $200K/year survival kit. Don't have time to read them all Here's the 80/20 concepts (a thread🧵):"  
[X Link](https://x.com/mdancho84/status/2022348868474597818)  2026-02-13T16:35Z 94.1K followers, 13.2K engagements


"How to ship AI that businesses will (actually) use. Bookmark this. Print it. Use it weekly"  
[X Link](https://x.com/mdancho84/status/2022408000762200153)  2026-02-13T20:30Z 94.1K followers, [----] engagements


"Move over Tableau and PowerBI. There's a new Python library that automates Business Intelligence with AI using Text2SQL. Let me introduce you to WrenAI:"  
[X Link](https://x.com/mdancho84/status/2022651853956100554)  2026-02-14T12:39Z 94.1K followers, 18.6K engagements


"Heres the career ladder that is working in 2026: Level [--] Data Analyst and Data Scientists You deliver notebooks models dashboards and one-off insights. Do this to move to the next stage: Use Gen AI to automate business insights + recommend actions. BONUS: Demonstrate the automation's value to management"  
[X Link](https://x.com/mdancho84/status/2022712754079965380)  2026-02-14T16:41Z 94.1K followers, [----] engagements


"Level [--] Systems Builder You turn analysis into repeatable workflows that the team can rerun. Do this to move to the next stage: Get [--] team to use your workflow to increase revenue or decrease costs. BONUS: Track ROI on both & report to leadership"  
[X Link](https://x.com/mdancho84/status/2022712759037632911)  2026-02-14T16:41Z 94.1K followers, [----] engagements


"Level [--] AI+DS Operator You ship AI + data science workflows that compress decisions and drive ROI. This is a $200K AI+DS career"  
[X Link](https://x.com/mdancho84/status/2022712761369731517)  2026-02-14T16:41Z 94.1K followers, [---] engagements


"Most people get stuck at Level [--] because nobody teaches Level [--]. But Level [--] is the bridge. If you can consistently turn insights into workflows the business can run + prove ROI you become impossible to replace"  
[X Link](https://x.com/mdancho84/status/2022712763613593726)  2026-02-14T16:41Z 94.1K followers, [---] engagements


"🚨 If youre worried about data science career death in [----] I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2022712765928943783)  2026-02-14T16:41Z 94.1K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2022712768340656453)  2026-02-14T16:41Z 94.1K followers, [---] engagements


"🚨Introducing Agent Development Kit (ADK) by Google A simple framework from Google for building evaluating and deploying AI agents. Here's what you need to know (a thread): 🧵"  
[X Link](https://x.com/mdancho84/status/2023010976568619319)  2026-02-15T12:26Z 94.1K followers, 29.5K engagements


"2. Key Features - Agents are Structured - Modular - Tooling & integration - Supports multi-agent system"  
[X Link](https://x.com/mdancho84/status/2023010994193146153)  2026-02-15T12:26Z 94.1K followers, [----] engagements


"Learn more (and get started) here: I have one more thing before you go. If you want to become a generative AI data scientist in [----] ($200000 career) then I'd like to help: https://google.github.io/adk-docs/ https://google.github.io/adk-docs/"  
[X Link](https://x.com/mdancho84/status/2023010997213012293)  2026-02-15T12:26Z 94.1K followers, [----] engagements


"🚨 Whats the next step (if you want to build agents for real) Every [--] weeks I run a live AI Agent workshop for data people who want to move beyond demos and actually ship systems that create business value"  
[X Link](https://x.com/mdancho84/status/2023010999742198051)  2026-02-15T12:26Z 94.1K followers, [---] engagements


"That's a wrap Over the next [--] days I'm sharing the [--] concepts that helped me become a data scientist. If you enjoyed this thread: [--]. Follow me @mdancho84 for more of these [--]. RT the tweet below to share this thread with your audience 🚨Introducing Agent Development Kit (ADK) by Google A simple framework from Google for building evaluating and deploying AI agents. Here's what you need to know (a thread): 🧵 https://t.co/XmfueOMA3G 🚨Introducing Agent Development Kit (ADK) by Google A simple framework from Google for building evaluating and deploying AI agents. Here's what you need to know (a"  
[X Link](https://x.com/mdancho84/status/2023011011767279914)  2026-02-15T12:26Z 94.1K followers, [----] engagements


"R.I.P. openclaw. Introducing nanobot. 99% smaller. Same core agent capabilities. Start using it in under [--] minutes"  
[X Link](https://x.com/mdancho84/status/2023073644033769627)  2026-02-15T16:35Z 94.1K followers, 48.1K engagements


"Grab it here (GitHub): 🚨 If youre worried about data science career death in [----] I have a live workshop that will help (free). https://github.com/HKUDS/nanobot https://github.com/HKUDS/nanobot"  
[X Link](https://x.com/mdancho84/status/2023073657644364085)  2026-02-15T16:35Z 94.1K followers, [----] engagements


"😂 "we used to import tensorFlow to train neural networks." https://t.co/3ukuRmAGHG "we used to import tensorFlow to train neural networks." https://t.co/3ukuRmAGHG"  
[X Link](https://x.com/mdancho84/status/2023104330618847394)  2026-02-15T18:37Z 94.1K followers, [----] engagements


"If your data analysis needs a meeting to explain it dies. Here's the test I use to prevent killing data analysis (your career):"  
[X Link](https://x.com/mdancho84/status/2023374621710459279)  2026-02-16T12:31Z 94.1K followers, [---] engagements


"🚨 If youre worried about data science career death in [----] I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2023374631420252577)  2026-02-16T12:31Z 94.1K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2023374633626443809)  2026-02-16T12:31Z 94.1K followers, [---] engagements


"Agent: You give a goal. It figures out the rest. That's the difference"  
[X Link](https://x.com/mdancho84/status/2023434273278013724)  2026-02-16T16:28Z 94.1K followers, [---] engagements


"An agent has: Memory (learns from interactions) Planning (breaks down complex goals) Tool selection (chooses what to use not scripted) Feedback loops (adjusts based on results) Multi-agent coordination (delegates to specialists)"  
[X Link](https://x.com/mdancho84/status/2023434275438080378)  2026-02-16T16:28Z 94.1K followers, [--] engagements


"🚨 Whats the next step (if you want to build agents for real) I have a live workshop that will help (free)"  
[X Link](https://x.com/mdancho84/status/2023434280194421033)  2026-02-16T16:28Z 94.1K followers, [---] engagements


"🚨 Data Scientists: Is your career stuck It's NOT because you're behind on AI. It's because you're stuck in the WRONG level. This is how to fix your DS career in [----] (complete roadmap):"  
[X Link](https://x.com/mdancho84/status/2022712747855687798)  2026-02-14T16:41Z 94.1K followers, 16.1K engagements


"1. What is ADK Agent Development Kit (ADK) is a framework from Google for building evaluating and deploying AI agents. It is model-agnostic and deployment-agnostic: although its optimized to work well with Googles models and infrastructure (like Gemini Vertex AI) you can use it with other models and deploy it in different environments. https://twitter.com/i/web/status/2023010986366484709 https://twitter.com/i/web/status/2023010986366484709"  
[X Link](https://x.com/mdancho84/status/2023010986366484709)  2026-02-15T12:26Z 94.1K followers, [----] engagements


"In the next workshop Ill build a Customer Segmentation Agent with Python live: Analyzes behavioral data Identifies segments Recommends marketing actions automatically 👉 Register here (500 seats): https://learn.business-science.io/ai-register https://learn.business-science.io/ai-register"  
[X Link](https://x.com/mdancho84/status/2023011008806076760)  2026-02-15T12:26Z 94.1K followers, [----] engagements


"Business doesnt want data analysis. They want a decision. (the simple [--] step framework that got me [--] promotions and a $150K salary)"  
[X Link](https://x.com/mdancho84/status/2023374617386025361)  2026-02-16T12:31Z 94.1K followers, [---] engagements


"Inside my live workshop you'll get: My Generative AI + Data Science Process Applied to a Business Problem (not "toy" data) Actual Python code + AI Agents 👉Register here (500 seats): https://learn.business-science.io/registration-ai-workshop-2 https://learn.business-science.io/registration-ai-workshop-2"  
[X Link](https://x.com/mdancho84/status/2023434284569079932)  2026-02-16T16:28Z 94.1K followers, [---] engagements

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